New Pub: What Indicators Can I Serve You with? An Evaluation of a Research-Driven Learning Analytics Indicator Repository

New Pub: What Indicators Can I Serve You with? An Evaluation of a Research-Driven Learning Analytics Indicator Repository

Conference, Digitalisation, Learning Analytics, Learning Design, Publication
In recent years, Learning Analytics (LA) has become a very heterogeneous research field due to the diversity in the data generated by the Learning Management Systems (LMS) as well as the researchers in a variety of disciplines, who analyze this data from a range of perspectives. In this paper, we present the evaluation of a LA tool that helps course designers, teachers, students and educational researchers to make informed decisions about the selection of learning activities and LA indicators for their course design or LA dashboard. The aim of this paper is to present Open Learning Analytics Indicator Repository (OpenLAIR) and provide a first evaluation with key stakeholders (N=41). Moreover, it presents the results of the prevalence of indicators that have been used over the past ten years in LA.…
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Open Learning Analytics Indicator Repository (OpenLAIR)

Open Learning Analytics Indicator Repository (OpenLAIR)

Empirical Study, Open access, Publication
Open Learning Analytics Indicator Repository in short OpenLAIR is a system whose frontend consists of a dashboard. This dashboard will provide an interface that filters out the list of indicators and their metrics that can be used for a particular activity. All our results will be based on the literature that we have conducted previously. Our dashboard will contain learning events, learning activities, indicators, and metrics. Where Learning Event is learning or teaching event occurs during a learner’s activity or a teacher’s activity. Leclercq and Poumay identified eight learning events: create, explore, practice, imitate, receive, debate, meta-learn, and experiment. (Learning) activity is an activity where an action that the learner does in an LMS environment, for example, posting, discussing, uploading, etc. (Duval, 2011). Usually, in the LMS environment, all these…
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EC-TEL 2019

EC-TEL 2019

Conference, Publication, Workshop
Also at the 14th "European Conference on Technology Enhanced Learning" from 16th to 19th September in Delft, Netherlands, the team from Educational Technologies and the Information Centre Education was involved with several contributions on the topic: "Transforming Learning with Meaningful Technologies". Two articles were presented: Scheffel, M., Tsai, Y., Gaševic, D., Drachsler, H. (2019). Policy matters: Expert recommendations for learning analytics policy«. 14th European Conference on Technology Enhanced Learning, EC-TEL 2019, Delft, 16-19 September 2019, Proceedings (Lecture Notes in Computer Science). Cham: Springer. Scheffel, M., van Limbeek, E., Joppe, D., van Hooijdonk, J., Kockelkoren, C., Schmitz, M., Ebus, P., Sloep, P. & Drachsler, H. (2019). The means to a blend: A practical model for the redesign of face-to-face education to blended learning. 14th European Conference on Technology Enhanced Learning, EC-TEL…
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DeLFI & GMW 2019

DeLFI & GMW 2019

Conference, Publication
This year's joint conference of the Gesellschaft für Medien in den Wissenschaft e.V. and the Fachgruppe Bildungstechnologien der Gesellschaft für Informatik e.V. from 16 to 19 September in Berlin was held under the motto "Participation in Education and Science". Hendrik Drachsler and Daniel Schiffner acted as members of the Organizing and Program Committee, the Information Center Education was represented with various other activities: In the context of the workshop "Learning Analytics" Oliver Schneider (Goethe-Univ. Frankfurt) and Hendrik Drachsler as well as Christoph Rensing, Tim Steuer and Jan Hansen from the TU Darmstadt introduced the approach "Trusted Learning Analytics" and presented the innovation forum with the same name in the context of the Hesse-wide project "Digitally supported teaching and learning in Hesse". Daniel Biedermann presented the article: Biedermann, D.,Kalbfell, L.,Schneider, J.…
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The means to a blend: A practical model for the redesign of face-to-face education to blended learning

The means to a blend: A practical model for the redesign of face-to-face education to blended learning

Project, Publication
Learning design models provide guidelines and guidance for educators and course designers in the production and delivery of educational products. It is seen as beneficial to base learning designs on general learning theories, but these must be operationalised into concrete learning design solutions. We, therefore, present one such educational design model: the Design Cycle for Education (DC4E). The model has primarily been created to support the shift from traditional face-to-face education to blended learning scenarios. The cycle describes eight steps that can be used iteratively in the (re)design of educational products and provides educators and course designers with a flexible but clearly structured design model that enables them to reinvent traditional course content for blended learning with appropriate learning design tools. Scheffel, M., van Limbeek, E., Joppe, D., van Hooijdonk,…
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Policy matters: Expert recommendations for learning analytics policy

Policy matters: Expert recommendations for learning analytics policy

Conference, Open access, Publication
Interest in learning analytics (LA) has grown rapidly among higher education institutions (HEIs). However, the maturity levels of HEIs in terms of being ‘student data-informed’ are only at early stages. There often are barriers that prevent data from being used systematically and effectively. To assist higher education institutions to become more mature users and custodians of digital data collected from students during their online learning activities, the SHEILA framework, a policy development framework that supports systematic, sustainable and responsible adoption of LA at an institutional level, was recently built. This paper presents a mix-method study using a group concept mapping (GCM) approach that was conducted with LA experts to explore essential features of LA policy in HEI in contribution the development of the framework. The study identified six clusters of…
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Dancing salsa with machines– filling the gap of dancing learning solutions

Dancing salsa with machines– filling the gap of dancing learning solutions

Open access, Publication
Dancing is an activity that positively enhances the mood of people that consists of feeling the music and expressing it in rhythmic movements with the body. Learning how to dance can be challenging because it requires proper coordination and understanding of rhythm and beat. In this paper, we present the first implementation of the Dancing Coach (DC), a generic system designed to support the practice of dancing steps, which in its current state supports the practice of basic salsa dancing steps. However, the DC has been designed to allow the addition of more dance styles. We also present the first user evaluation of the DC, which consists of user tests with 25 participants. Results from the user test show that participants stated they had learned the basic salsa dancing steps,…
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Beyond Reality – Extending a Presentation Trainer with an Immersive VR Module

Beyond Reality – Extending a Presentation Trainer with an Immersive VR Module

Open access, Publication
Schneider, J., Romano, G., & Drachsler, H. (2019). Beyond Reality—Extending a Presentation Trainer with an Immersive VR Module. Sensors, 19(16), 3457. The development of multimodal sensor-based applications designed to support learners with the improvement of their skills is expensive since most of these applications are tailor-made and built from scratch. In this paper, we show how the Presentation Trainer (PT), a multimodal sensor-based application designed to support the development of public speaking skills, can be modularly extended with a Virtual Reality real-time feedback module (VR module), which makes usage of the PT more immersive and comprehensive. The described study consists of a formative evaluation and has two main objectives. Firstly, a technical objective is concerned with the feasibility of extending the PT with an immersive VR Module. Secondly, a user experience objective focuses…
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Detecting Mistakes in CPR Training with Multimodal Data and Neural Networks

Detecting Mistakes in CPR Training with Multimodal Data and Neural Networks

Open access, Publication
This study investigated to what extent multimodal data can be used to detect mistakes during Cardiopulmonary Resuscitation (CPR) training. We complemented the Laerdal QCPR ResusciAnne manikin with the Multimodal Tutor for CPR, a multi-sensor system consisting of a Microsoft Kinect for tracking body position and a Myo armband for collecting electromyogram information. We collected multimodal data from 11 medical students, each of them performing two sessions of two-minute chest compressions (CCs). We gathered in total 5254 CCs that were all labelled according to five performance indicators, corresponding to common CPR training mistakes. Three out of five indicators, CC rate, CC depth and CC release, were assessed automatically by the ReusciAnne manikin. The remaining two, related to arms and body position, were annotated manually by the research team. We trained five…
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